A Study on the Subjective Questionnaire-based Stress Assessment using -means Clustering

HS Kim, M Kim, J Kim, K Park… - 2022 13th International …, 2022 - ieeexplore.ieee.org
HS Kim, M Kim, J Kim, K Park, DS Yoon, J Jo
2022 13th International Conference on Information and …, 2022ieeexplore.ieee.org
The aim of this study is to find out whether stress and non-stress can be distinguished by k-
means clustering method using subjective questionnaire information collected periodically
while working at the workplace. The stress of workers increases not only human losses but
also economic and industrial losses of the country. We built an experimental environment
that collects questionnaires, bio-signals, environment, and schedule information in order to
study a system that measures mental health at work and provides solutions for mental …
The aim of this study is to find out whether stress and non-stress can be distinguished by -means clustering method using subjective questionnaire information collected periodically while working at the workplace. The stress of workers increases not only human losses but also economic and industrial losses of the country. We built an experimental environment that collects questionnaires, bio-signals, environment, and schedule information in order to study a system that measures mental health at work and provides solutions for mental wellbeing during times of stress. We were able to determine whether or not they were stressed while working by performing -means clustering using the participants' daily survey information. We propose that the clustering result using the subjective questionnaire can be used as label information for classifying the bio-signal data collected at work into a stress state and a non-stress state.
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